It was originally a separate manor from Dudley in a once rural area south-west of the town in the direction of Brierley Hill, but development along the main Dudley to Stourbridge towards the end of the 19th century saw it merged into Dudley County Borough. In 1890, the Earl of Dudley gave land for the establishment of Woodside Park and building Woodside Library. The Library was opened in 1896 and closed in 2008.[1]

It grew substantially after World War I, with significant private housing developments taking place along Stourbridge Road, as well as council housing in the 1920s and 1930s to rehouse families from slums. These including 220 "Homes for Heroes" which were built in the mid-1920s when council housing development in Dudley was in its early stages.

Since the mid-1980s, the main roads around Woodside have been plagued with congestion due to its close proximity to the Merry Hill Shopping Centre, and the fact that the centre's road links are very much the same to how they existed at the time of its opening.

This station is proposed for a Midland Metro and Freight Traffic line which was given approval in 2016 with Harts Hill serving potentially as a branch off for the Midland Metro and freight traffic although this is still pending approval and funding.